{"id":"W2797962775","doi":"","title":"Post-fire investigations of prestressed concrete structures","year":2015,"lang":"en","type":"article","venue":"Edinburgh Research Explorer","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Structural engineering; Residual strength; Prestressed concrete; Bridge (graph theory); Fire resistance; Forensic engineering; Fire test; Engineering; Structural integrity; Reinforced concrete; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001187854,0.0001969905,0.0003150572,0.0002519961,0.00006654027,0.00008997775,0.0004563309,0.0001511727,0.0005421392],"category_scores_gemma":[0.002343229,0.0001797657,0.00005654636,0.0004352216,0.0003029594,0.0003341253,0.0001565822,0.0003681948,0.00004854498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101501,"about_ca_system_score_gemma":0.0001868489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001213202,"about_ca_topic_score_gemma":0.000001847449,"domain_scores_codex":[0.9976596,0.0002152122,0.0003565753,0.0002484014,0.0009666452,0.0005535718],"domain_scores_gemma":[0.9978094,0.0004974339,0.00003894765,0.0005497293,0.0006911901,0.0004132618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001047535,0.000005962044,0.0006870724,0.0002194737,0.0001467224,0.00004618008,0.00594207,0.002912749,0.6974723,0.001499063,0.2896177,0.001346031],"study_design_scores_gemma":[0.001537882,0.0005747913,0.0009700326,0.0002116027,0.00002608154,0.00001115994,0.001815792,0.02179674,0.9349937,0.008302336,0.02918404,0.0005758448],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939146,0.0005998358,0.00004848617,0.0003176473,0.001030363,0.0005003503,0.00007240832,0.0003012243,0.00321511],"genre_scores_gemma":[0.9979439,0.00004111454,0.0009990619,0.00002543373,0.0005764716,0.0001454854,0.00004665834,0.00006005637,0.0001617796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2604336,"threshold_uncertainty_score":0.7330634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1003826338419773,"score_gpt":0.328534544032123,"score_spread":0.2281519101901457,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}